Visiby launches AI search visibility tracker

Generative Engine Optimization is rapidly transitioning from an experimental discipline to an essential marketing function, though tracking probabilistic LLM responses presents fundamentally different challenges than ranking deterministic search results. Multi-model monitoring across ChatGPT, Perplexity, Gemini, and Google AI Overviews tackles the fragmented landscape of generative search interfaces. Citation tracking and competitive share-of-voice analysis translate opaque AI responses into concrete targets for content and PR strategy. The inherent nondeterminism and personalization of LLM answers make robust statistical sampling critical to avoiding skewed visibility metrics. As AI engines introduce sponsored citations and native ad formats, tracking platforms will need to continuously distinguish between organic retrieval and paid placement.